Just to highlight you are probably considering NiMH rechargeable batteries. Not NiCd which really is a yesteryear technology. NiCd's self discharge relatively quickly. And have a memory effect that if left uncharged, or partially charged, they then can be hard to bring back to full capacity. Remember how only after a few months, the batteries for those early cordless power tools would lose a good share of their new performance?
Spanning the gap" between NiCad and today's Lithium Ion, is NiMh. NiMh are available in D, C, AAA and AA sizes. Several hundred of individual NiMh cells are bundled together to make up the traction drive battery packs for Toyota's Prius!
Nominal voltage per battery is 1.2 volts. (Although they boast about 1.4 volts right out of the charger). As did the NiCd's, NiMh batteries also self discharge. But the chemistry gained favor over NiCd because they didn't have much memory effect. A set of NiMh AAA's that sit "dead" for a while can regain much of their rated performance after a couple of charge/discharge cycles.
Then going back 7-10 years ago, NiMh became available with improved chemistry that radically retarded the self discharge. These are sold/labeled "pre-charged" ... so they can be used right out of the package the first time. Just like alkaline batteries. (A note: The original quicker self-discharge type is still widely available, so do check what you buy. They are quite a bit cheaper in price than the pre-charged type. However, they are a good choice for equipment that you use a lot and would deplete the battery over say days or weeks instead of months.)
Here is a link to an eBay page showing many brands of pre-charged NiMh rechargeable AA batteries:
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www.ebay.com/sch/i.html?_odkw=rayovac+hybrid+rechargeable+batteries&_osacat=0&_from=R40&_trksid=p2045573.m570.l1313.TR0.TRC0.H0.Xprecharged+nimh+AA.TRS0&_nkw=precharged+nimh+AA&_sacat=0
I have predominantly used rechargeable NiMh AA and AAA's for 20+ years. Has saved me a bundle for digital cameras, electronic guitar peripherals, flashlights, remote controls etc. Whilst the nominal voltage of the NiMH is less than alkaline, if you buy high capacity NiMh batteries, they do hold considerably more millamp hours than alkalines. So they tend to last longer. Alkalines are great for low drain applications and for over extended periods --- even years. Examples: a TV remote control, the quartz battery powered wall clock, or say an emergency flashlight that might sit for months or years before it is needed.